Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Provider network, flag “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28150	PRV	Jeffrey Harvey	1969-10-15	—	3353580723	6301 Valley View Dr, Nashville, TN, 37244	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-25172	PRV	Kenneth Masun	1962-08-27	UHC-03925-28	2707546714	8342 Washington St, Charlotte, NC, 28233	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-21093	PRV	Btty Y Willis	2006-05-12	—	9413319643	7434 Canyon Rd, Gilbert, AZ, 85267	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-23991	PRV	Alice X Baker	1952-04-16	UHC-01066-48	7382400525	2666 Church St, Gilbert, AZ	0.78	Phone reformatted ZIP missing Email lower-cased Whitespace trimmed+1 more
PRV-25725	PRV	Mariana Munoz	1971-04-24	UHC-53160-14	2672304254	8127 Desert Sky Blvd, Los Angeles, CA, 90086	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-28282	PRV	Charles Scott	2006-03-13	UHC-81562-74	8376243308	5859 Palm Dr, San Antonio, TX, 78275	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-23910	PRV	Santiago Tran	1983-11-27	—	—	549 River Rd, Austin, TX, 78742	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
PRV-23911	PRV	Santiago Tran	1983-11-27	—	—	549 River Rd, Austin, TX, 78742	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
PRV-25686	PRV	Judy Hoffmaan	1949-11-07	—	8239770775	9408 Valley View Dr, Phoenix, AZ, 85016	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-26423	PRV	Kahtleen C Tran	1975-04-20	UHC-59783-86	3623599237	4373 Central Ave, Miami, FL, 33166	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-22604	PRV	Eugene C Arnold	1945-12-07	UHC-30243-38	6296055945	8379 Valley View Dr, Gilbert, AZ, 85204	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-23069	PRV	Victoria Contreras	1974-07-19	UHC-26320-40	5102282443	7228 Baseline Rd, Orlando, FL, 32817	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
PRV-24539	PRV	Mariana R Valdez	1982-11-22	—	9142666728	1961 Apache Blvd, Dallas, TX, 75267	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
PRV-24488	PRV	Robert Knight	1974-11-08	UHC-63802-23	7698021759	7235 Spring St, Minneapolis, MN, 55483	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
PRV-22517	PRV	Bobby Dominguez	2005-12-21	—	8704841361	1263 Canyon Rd, Dallas, TX, 75265	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-26292	PRV	Joyce Moreno	1943-07-28	—	—	2582 Hillcrest Rd, Seattle, WA, 98152	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-29555	PRV	Thomas Harper	1974-08-03	UHC-43283-39	—	973 Market St, Tucson, AZ, 85766	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-27906	PRV	Ethan Rogers	1938-12-18	UHC-76883-32	8694389533	1672 Spring St, San Antonio, TX, 78251	0.78	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+1 more
PRV-26537	PRV	Russell P Nunez	1987-06-15	—	2273469995	—	0.78	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-27700	PRV	Abigail Tran	2004-04-13	—	—	—	0.78	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+1 more
PRV-26184	PRV	Alexander F Ellis	1979-08-14	—	7955709797	219 Lincoln Way, Denver, CO, 80234	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Email lower-cased+1 more
PRV-20726	PRV	Camila Woods	1994-01-23	UHC-11477-78	5385908180	1429 Lincoln Way, Jacksonville, FL, 32284	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-26742	PRV	Russell F Lee	1966-02-19	UHC-71483-82	5723182318	336 Forest Ave, Denver, CO, 80279	0.78	Phone reformatted Member ID reformatted Email lower-cased Gender normalised+1 more
PRV-25203	PRV	Mariana Gutierrez	1999-07-23	—	—	8486 Central Ave, Mesa, AZ, 85228	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-25324	PRV	Lori Parker	1989-05-13	—	2246029121	—	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
PRV-28842	PRV	Bradley Hunt	1952-02-13	UHC-08493-41	4684525828	3232 Lake View Rd, Nashville, TN, 37206	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
PRV-22041	PRV	Diane Gibson	1978-01-07	—	7289213628	8641 Highland Ave, Austin, TX, 78720	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
PRV-22015	PRV	Jerry Fowler	1948-09-15	UHC-15169-15	2374041501	—	0.78	Name re-cased Two-digit birth year Email lower-cased Whitespace trimmed+1 more
PRV-25646	PRV	Marha Brooks	1966-10-23	—	4385156124	—	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
PRV-25645	PRV	Marha Brooks	1966-10-23	—	4385156124	—	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
PRV-29004	PRV	Jason Powell	1940-03-25	—	4213071637	9000 Spring St, Phoenix, AZ, 85047	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-29524	PRV	Samantha E Johnston	1973-06-25	UHC-14942-21	8578481142	—	0.78	Date of birth reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
PRV-21761	PRV	Gerald Richardson	1957-04-11	—	—	1747 Sage Ct, Gilbert, AZ, 85254	0.78	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+1 more
PRV-23162	PRV	Elizabeth Espinoza	1945-07-01	UHC-70832-05	—	3005 Desert Sky Blvd, Glendale, AZ, 85373	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-24706	PRV	Betty Hart	1993-04-17	—	—	—	0.78	Name re-cased Phone missing area code Email lower-cased Whitespace trimmed+1 more
PRV-29505	PRV	Betty Wang	1985-06-11	—	—	8453 Washington St, Minneapolis, MN, 55471	0.78	Name re-cased State name converted to code Email lower-cased Whitespace trimmed+1 more
PRV-25839	PRV	Eric Lewis	1979-09-26	UHC-91782-76	5127804389	1644 Cedar Ln, Orlando, FL, 32864	0.78	Date of birth reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
PRV-29398	PRV	Alan Warren	1946-09-10	—	3213403999	7316 Valley View Dr, Chandler, AZ, 85285	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
PRV-21052	PRV	Jessica Berry	1982-06-25	UHC-02004-26	2193622562	8958 Bayshore Dr, Orlando, FL, 32826	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
PRV-28988	PRV	Angela I Nelson	1947-08-01	—	—	982 Harbor Blvd, Atlanta, GA, 30337	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
PRV-24467	PRV	Daniel Hunter	1990-12-19	—	—	3802 Mesa Dr, Nashville, TN, 37296	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-27115	PRV	Joshua N Vasquez	1966-07-05	UHC-78452-70	6376371994	9356 Park Pl, Atlanta, GA, 30380	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-22683	PRV	Zachary O Nichols	1973-09-11	UHC-39053-23	6344942060	7771 Harbor Blvd, Atlanta, GA, 30378	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
PRV-20091	PRV	Kenneth Rivera	1965-01-14	—	2203600906	6922 Park Pl, Fresno, CA, 93706	0.78	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-27327	PRV	Alice V Butler	1984-01-25	UHC-00725-73	8553256161	7764 Main St, Austin, TX, 78749	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-25116	PRV	Elijah Smith	1982-08-13	UHC-57936-14	9618841968	518 Desert Sky Blvd, Seattle, WA, 98134	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-20442	PRV	Dennis Garcia	1998-11-12	—	5945612155	1989 Valley View Dr, Gilbert, AZ, 85287	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-20533	PRV	David Turner	1940-04-17	UHC-15533-67	7333995098	9519 Jefferson Ave, Charlotte, NC, 28209	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-24660	PRV	Teresa Vazquez	2003-03-18	—	2924661981	6244 Union St, Plano, TX, 75087	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-27161	PRV	Frank Mendoza	1981-10-06	UHC-46190-14	—	9694 Oak St, Charlotte, NC, 28225	0.78	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+1 more

880 rows, page 12 of 18Previous Next